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Neuro-Space Mapping for Modeling Heterojunction Bipolar Transistor 被引量:1
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作者 闫淑霞 成千福 +1 位作者 邬海峰 张齐军 《Transactions of Tianjin University》 EI CAS 2015年第1期90-94,共5页
A neuro-space mapping(Neuro-SM) for modeling heterojunction bipolar transistor(HBT) is presented, which can automatically modify the input signals of the given model by neural network. The novel Neuro-SM formulations ... A neuro-space mapping(Neuro-SM) for modeling heterojunction bipolar transistor(HBT) is presented, which can automatically modify the input signals of the given model by neural network. The novel Neuro-SM formulations for DC and small-signal simulation are proposed to obtain the mapping network. Simulation results show that the errors between Neuro-SM models and the accurate data are less than 1%, demonstrating that the accurcy of the proposed method is higher than those of the existing models. 展开更多
关键词 heterojunction bipolar transistor (HBT) nonlinear device modeling neural network neuro-space mapping OPTIMIZATION
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Modeling and Simulation of Photoelectronic Lambda Bipolar Transistor 被引量:1
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作者 张世林 张波 郭维廉 《Transactions of Tianjin University》 EI CAS 2005年第5期348-352,共5页
Based on the region model of lambda bipolar transistor ( LBT), a dividing region theory model of PLBT is set up,simulated and verified. Firstly, the principal operations of different kinds of photoelectronic lambda bi... Based on the region model of lambda bipolar transistor ( LBT), a dividing region theory model of PLBT is set up,simulated and verified. Firstly, the principal operations of different kinds of photoelectronic lambda bipolar transistor ( PLBT) are characterized by a simple circuit model. Through mathematical analysis of the equivalent circuit, the typical characteristics curve is divided into positive resistance, peak, negative resistance and cutoff regions. Secondly, by analyzing and simulating this model, the ratio of MOSFET width to channel length, threshold voltage and common emitter gain are discovered as the main structure parameters that determine the characteristic curves of PLBT. And peak region width, peak current value, negative resistance value and valley voltage value of PLBT can be changed conveniently according to the actual demands by modifying these parameters. Finally comparisons of the characteristics of the fabricated devices and the simu- lation results are made, which show that the analytical results are in agreement with the observed devices characteristics. 展开更多
关键词 silicon photoelectronic negative resistance device bipolar transistor device modeling
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Use of sensory substitution devices as a model system for investigating cross-modal neuroplasticity in humans 被引量:1
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作者 Amy C.Nau Matthew C.Murphy Kevin C.Chan 《Neural Regeneration Research》 SCIE CAS CSCD 2015年第11期1717-1719,共3页
Blindness provides an unparalleled opportunity to study plasticity of the nervous system in humans.Seminal work in this area examined the often dramatic modifications to the visual cortex that result when visual input... Blindness provides an unparalleled opportunity to study plasticity of the nervous system in humans.Seminal work in this area examined the often dramatic modifications to the visual cortex that result when visual input is completely absent from birth or very early in life(Kupers and Ptito,2014).More recent studies explored what happens to the visual pathways in the context of acquired blindness.This is particularly relevant as the majority of diseases that cause vision loss occur in the elderly. 展开更多
关键词 Use of sensory substitution devices as a model system for investigating cross-modal neuroplasticity in humans BOLD
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A Joint Model of Device Load and User Intention in Load Monitoring 被引量:1
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作者 Bin Yang 《Journal of Energy and Power Engineering》 2012年第11期1835-1842,共8页
In this paper, a concept for the joint modeling of the device load and user intention is presented. It consists of two coupled models, a device load model to characterize the power consumption of an electric device of... In this paper, a concept for the joint modeling of the device load and user intention is presented. It consists of two coupled models, a device load model to characterize the power consumption of an electric device of interest, and a user intention model for describing the user intentions which cause the energy consumption. The advantage of this joint model is the ability to predict the device load from the user intention and to reconstruct the user intention from the measured device load. This opens a new way for load monitoring, simulation and prediction from the perspective of users instead of devices. 展开更多
关键词 device load model user intention model joint modeling finite state machine.
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A Simple Method of Surface Parameter Extraction for Gate Schottky Contact in 4H-SiC MESFETs
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作者 吕红亮 张义门 +2 位作者 张玉明 车勇 孙明 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2008年第3期458-460,共3页
We investigate the effects of the surface states on the Schottky contacts in 4H-SiC MESFET. The Ti/Pt/Au gate metal contacts are deposited by electron beam evaporation and patterned by a lift-off process. Based on the... We investigate the effects of the surface states on the Schottky contacts in 4H-SiC MESFET. The Ti/Pt/Au gate metal contacts are deposited by electron beam evaporation and patterned by a lift-off process. Based on thermionic theory,a simple parameter extraction method is developed for determination of the surface states in metal/4H-SiC Schottky contacts. The interface state density and interface capacitance are calculated to be 4. 386 × 10^12 cm^-2 · eV^- 1 and 6. 394 × 10^-6 F/cm^2 ,which are consistent with the device's terminal characteristics. 展开更多
关键词 silicon carbide Schottky contacts surface states device modeling
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Application of jet main region specification model in CFD simulation for room air movement analysis
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作者 王志刚 张于峰 孙越霞 《Journal of Southeast University(English Edition)》 EI CAS 2010年第2期283-286,共4页
This paper analyzes the applications of four air terminal device(ATD)models(i.e.,the basic model,the box model,the N-point momentum model,the jet main region specification model)in computational fluid dynamics(CF... This paper analyzes the applications of four air terminal device(ATD)models(i.e.,the basic model,the box model,the N-point momentum model,the jet main region specification model)in computational fluid dynamics(CFD)simulation and their performance in case study.A full-scale experiment is performed in an environment chamber,and the measured air velocity and temperature fields are compared with the simulation results by using four ATD models.The velocity and temperature fields are measured by an omni-directional thermo-anemometer system.It demonstrates that the basic model and the box model are not applicable to complicated air terminal devices.At the occupant area,the relative errors between simulated and measured air velocities are less than 20% based on the N-point momentum model and the jet main region specification model.Around the ATD zone,the relative error between the numerical and measured air velocity based on the jet main region specification model is less than 15%.The jet main region specification model is proved to be an applicable approach and a more accurate way to study the airflow pattern around the ATD with complicated geometry. 展开更多
关键词 computational fluid dynamics air terminal device model jet main region specification model indoor air movement
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Refinement of an Analytical Approximation of the Surface Potential in MOSFETs
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作者 陆静学 黄风义 +1 位作者 王志功 吴文刚 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2006年第7期1155-1158,共4页
A refinement of an analytical approximation of the surface potential in MOSFETs is proposed by introducing a high-order term. As compared to the conventional treatment with accuracy between 1nV and 0. 03mV in the case... A refinement of an analytical approximation of the surface potential in MOSFETs is proposed by introducing a high-order term. As compared to the conventional treatment with accuracy between 1nV and 0. 03mV in the cases with an oxide thickness tox = 1 ~ 10nm and substrate doping concentration Na = 1015 ~ 1018 cm-3 , this method yields an accuracy within about 1pV in all cases. This is comparable to numerical simulations, but does not require trading off much computation efficiency. More importantly, the spikes in the error curve associated with the traditional treatment are eliminated. 展开更多
关键词 MOSFET surface potential analytical approximation device modeling
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Energy level engineering of charge selective contact and halide perovskite by modulating band offset:Mechanistic insights 被引量:2
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作者 Yassine Raoui Hamid Ez-Zahraouy +1 位作者 Samrana Kazim Shahzada Ahmad 《Journal of Energy Chemistry》 SCIE EI CAS CSCD 2021年第3期822-829,共8页
Mixed cation and anion based perovskites solar cells exhibited enhanced stability under outdoor conditions,however,it yielded limited power conversion efficiency when TiO_(2) and Spiro-OMeTAD were employed as electron... Mixed cation and anion based perovskites solar cells exhibited enhanced stability under outdoor conditions,however,it yielded limited power conversion efficiency when TiO_(2) and Spiro-OMeTAD were employed as electron and hole transport layer(ETL/HTL)respectively.The inevitable interfacial recombination of charge carriers at ETL/perovskite and perovskite/HTL interface diminished the efficiency in planar(n-i-p)perovskite solar cells.By employing computational approach for uni-dimensional device simulator,the effect of band offset on charge recombination at both interfaces was investigated.We noted that it acquired cliff structure when the conduction band minimum of the ETL was lower than that of the perovskite,and thus maximized interfacial recombination.However,if the conduction band minimum of ETL is higher than perovskite,a spike structure is formed,which improve the performance of solar cell.An optimum value of conduction band offset allows to reach performance of 25.21%,with an open circuit voltage(VOC)of 1231 mV,a current density JSC of 24.57 mA/cm^(2) and a fill factor of 83.28%.Additionally,we found that beyond the optimum offset value,large spike structure could decrease the performance.With an optimized energy level of Spiro-OMeTAD and the thickness of mixed-perovskite layer performance of 26.56% can be attained.Our results demonstrate a detailed understanding about the energy level tuning between the charge selective layers and perovskite and how the improvement in PV performance can be achieved by adjusting the energy level offset. 展开更多
关键词 device modelling Electron affinity Conduction band offset Valence band offset Charge recombination Perovskite solar cell
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A novel physical parameter extraction approach for Schottky diodes 被引量:1
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作者 王昊 陈星 +1 位作者 许光辉 黄卡玛 《Chinese Physics B》 SCIE EI CAS CSCD 2015年第7期453-458,共6页
Parameter extraction is an important step for circuit simulation methods that are based on physical models of semiconductor devices. A novel physical parameter extraction approach for Schottky diodes is proposed in th... Parameter extraction is an important step for circuit simulation methods that are based on physical models of semiconductor devices. A novel physical parameter extraction approach for Schottky diodes is proposed in this paper. By employing a set of analytical formulas, this approach extracts all of the necessary physical parameters of the diode chip in a unique way. It then extracts the package parasitic parameters with a curve-fitting method. To validate the proposed approach, a model HSMS-282 c commercial Schottky diode is taken as an example. Its physical parameters are extracted and used to simulate the diode's electrical characteristics. The simulated results based on the extracted parameters are compared with the measurements and a good agreement is obtained, which verifies the feasibility and accuracy of the proposed approach. 展开更多
关键词 Schottky diode parameter extraction device modeling
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Design and Modelling of Piezoelectric Road Energy Harvesting 被引量:2
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作者 Andrew Sherren Kyle Fink +3 位作者 Joshua Eshelman Luay Yassin Taha Sohail Anwar Craig Brennecke 《Open Journal of Energy Efficiency》 2022年第2期24-36,共13页
In recent years, road piezoelectric energy harvesting (RPEH) has attracted great attention from industry and academia, as it can provide power to traffic ancillary facilities and low-power wireless sensor devices to s... In recent years, road piezoelectric energy harvesting (RPEH) has attracted great attention from industry and academia, as it can provide power to traffic ancillary facilities and low-power wireless sensor devices to support car networking and intelligent transportation. The output power of RPEH in a recent research project demonstrated a watt level RPEH. In this proposal, we propose to harvest energy from piezoelectric modules (also called stacks) to power selected highways, tolls, and bridges in Pennsylvania. The project incorporates electrical, mechanical, and civil engineering works. The proposed smart highway RPEH will be conducted using optimization parameters to evaluate the system performance and trade-offs. MATLAB will be used with other optimization solvers in problem modeling and optimization. During this project, an RPEH hardware system will be constructed. The system will include a piezoelectric module, rectifier (AC-DC), Storage battery, data acquisition system (DAQ), and computer. The captured data will be analyzed using MATLAB/Simulink. The results show that optimum harvested parameters were addressed when the thickness is selected as 2 mm. 展开更多
关键词 Energy Harvesting Piezoelectric Harvesters Road Pavement device Modelling
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Multivariate rational regression and its application in semiconductor device modeling
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作者 Yuxi Hong Dongsheng Ma Zuochang Ye 《Journal of Semiconductors》 EI CAS CSCD 2018年第9期67-73,共7页
Physics equation-based semiconductor device modeling is accurate but time and money consuming.The need for studying new material and devices is increasing so that there has to be an efficient and accurate device model... Physics equation-based semiconductor device modeling is accurate but time and money consuming.The need for studying new material and devices is increasing so that there has to be an efficient and accurate device modeling method. In this paper, two methods based on multivariate rational regression(MRR) for device modeling are proposed. They are single-pole MRR and double-pole MRR. The two MRR methods are proved to be powerful in nonlinear curve fitting and have good numerical stability. Two methods are compared with OLS and LASSO by fitting the SMIC 40 nm MOS-FET I–V characteristic curve and the normalized mean square error of Single-pole MRR is 3.02 × 10^-8 which is 4 magnitudes less than an ordinary least square. The I–V characteristics of CNT-FET and performance indicators(noise factor, gain, power) of a low noise amplifier are also modeled by using MRR methods. The results show MRR methods are very powerful methods for semiconductor device modeling and have a strong nonlinear curve fitting ability. 展开更多
关键词 multivariate rational regression MRR semiconductor device modeling vector fitting
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Spinal fixation after laminectomy in pigs prevents postoperative spinal cord injury
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作者 Emma M.H.Slot Bart de Boer +6 位作者 Saskia Redegeld Sander van Thoor Nizar Moayeri Willem-Bart Slooff Irene A.Schaafsma Björn Meij Tristan P.C.van Doormaal 《Animal Models and Experimental Medicine》 CSCD 2022年第2期153-160,共8页
Background:A safe,effective,and ethically sound animal model is essential for preclinical research to investigate spinal medical devices.We report the initial failure of a porcine spinal survival model and a potential... Background:A safe,effective,and ethically sound animal model is essential for preclinical research to investigate spinal medical devices.We report the initial failure of a porcine spinal survival model and a potential solution by fixating the spine.Methods:Eleven female Dutch Landrace pigs underwent a spinal lumbar interlaminar decompression with durotomy and were randomized for implantation of a medical device or control group.Magnetic resonance imaging(MRI)was performed before termination.Results:Neurological deficits were observed in 6 out of the first 8 animals.Three of these animals were terminated prematurely because they reached the predefined humane endpoint.Spinal cord compression and myelopathy was observed on postoperative MRI imaging.We hypothesized postoperative spinal instability with epidural hematoma,inherent to the biology of the model,and subsequent spinal cord injury as a potential cause.In the subsequent 3 animals,we fixated the spine with Lubra plates.All these animals recovered without neurological deficits.The extent of spinal cord compression on MRI was variable across animals and did not seem to correspond well with neurological outcome.Conclusion:This study shows that in a porcine in vivo model of interlaminar decompression and durotomy,fixation of the spine after lumbar interlaminar decompression is feasible and may improve neurological outcomes.Additional research is necessary to evaluate this hypothesis. 展开更多
关键词 FIXATION i nterlaminar decompression medical device model spinal cord injury
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Comprehensive Analysis of CuIn<sub>1-x</sub>Ga<sub>x</sub>Se<sub>2</sub>Based Solar Cells with Zn<sub>1-y</sub>Mg<sub>y</sub>O Buffer Layer
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作者 Soumaïla Ouédraogo Marcel Bawindsom Kébré +2 位作者 Ariel Teyou Ngoupo Daouda Oubda François Zougmoré 《Materials Sciences and Applications》 2020年第12期880-892,共13页
The development of cadmium-free CIGS solar cells with high conversion efficiency is crucial due to the toxicity of cadmium. Zinc-based buffer layers seem to be the most promising. In this paper, a numerical analysis u... The development of cadmium-free CIGS solar cells with high conversion efficiency is crucial due to the toxicity of cadmium. Zinc-based buffer layers seem to be the most promising. In this paper, a numerical analysis using SCAPS-1D software was used to explore the Zn(Mg,O) layer as an alternative to the toxic CdS layer. The effect of several properties such as thickness, doping, Mg concentration of the Zn(Mg,O) layer on the current-voltage parameters was explored and their optimal values were proposed. The simulation results reveal that the optimal value of the ZMO layer thickness is approximately 40 nm, the doping at 10<sup>17</sup> cm<sup>-3</sup> and an Mg composition between 0.15 and 0.2. In addition, the effect of Gallium (Ga) content in the absorber as well as the Zn(Mg,O)/CIGS interface properties on the solar cell’s performance was examined. The results show that contrary to the CdS buffer layer, the best electrical characteristics of the ZMO/CIGS heterojunction are obtained using a Ga-content equal to 0.4 and high interface defect density or unfavorable band alignment may be the causes of poor performances of Zn(Mg,O)/CIGS solar cells in the case of low and high Mg-contents. 展开更多
关键词 device modeling Zn(Mg O) Cu(In Ga)Se2 Interface Sates Conduction Band Offset
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Experimental and Simulation Validation of Piezoelectric Road Energy Harvesting
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作者 Andrew Sherren Kyle Fink +7 位作者 Joshua Eshelman Luay Yassin Taha Sohail Anwar Craig Brennecke Hussein M. Abdeltawab Shihui Shen Faeze Ghofrani Cheng Zhang 《Open Journal of Energy Efficiency》 2022年第3期122-141,共20页
This project strived to develop a prototype road piezoelectric energy harvester RPEH system using five Lead Zirconate Titanate (PZT) PZT 5H modules (stacks) that are embedded in the road by means of a housing unit to ... This project strived to develop a prototype road piezoelectric energy harvester RPEH system using five Lead Zirconate Titanate (PZT) PZT 5H modules (stacks) that are embedded in the road by means of a housing unit to harvest energy from vehicles stressing the modules. The work is an extension of our previous published work in the same journal. The design considered many factors to optimize the harvested energy. The proposed system first captures mechanical energy using a designed module that transfers the energy to the piezoelectric stacks. Then the captured energy will be converted into electrical energy by the piezoelectric phenomenon. The harvested energy is stored in a storage device, then analyzed by an oscilloscope through the acquisition of the harvested voltage, current, power, and energy. When testing the RPEH with the wheel tracking machine, varying resistor loads where connected to the output of the RPEH to address the optimum power delivered to the load. The optimum load was found to be 950 kΩ, and the optimal harvested energy was recorded as 45 uJ. 展开更多
关键词 Energy Harvesting Piezoelectric Harvesters Road Pavement device Modelling
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A Novel Computing Method for Mutual Inductance
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作者 Ph. Artillan B. Estibals +1 位作者 G. Montseny C. Alonso 《Journal of Energy and Power Engineering》 2011年第4期344-348,共5页
The design process for integrated inductors generally requires a geometry optimization step. During this step, many geometries must be simulated and fast and accurate formulae are therefore required for the computatio... The design process for integrated inductors generally requires a geometry optimization step. During this step, many geometries must be simulated and fast and accurate formulae are therefore required for the computation of self and mutual inductances of turns. This paper especially deals with numerical evaluation of the mutual inductance of two coaxial circular wire loops. Several computation methods are presented and compared. Finally, an expression is built-up and proven to be very few computing time consuming and 1% accurate for any kind of geometry. The application of this expression to integrated inductive components modelization is recalled to mind, however, this work gives a general and fast computable solution to the electromagnetic problem. 展开更多
关键词 device modeling passive components mutual inductance circular wire loops.
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A Cryogenic 10-bit Successive Approximation Register Analog-to-Digital Converter Design with Modified Device Model
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作者 赵毅强 杨明 赵宏亮 《Journal of Shanghai Jiaotong university(Science)》 EI 2013年第5期520-525,共6页
A 10-bit 500 kHz low-power successive approximation register(SAR)analog-to-digital converter(ADC)for cryogenic infrared readout circuit is proposed.To improve the simulation accuracy of metal-oxidesemiconductor field-... A 10-bit 500 kHz low-power successive approximation register(SAR)analog-to-digital converter(ADC)for cryogenic infrared readout circuit is proposed.To improve the simulation accuracy of metal-oxidesemiconductor field-efect transistors(MOSFETs),corresponding modification in device model is presented on the basis of BSIM3v3 with parameter extraction at 77 K.Corresponding timing is adopted in comparator to eliminate the influence caused by abnormal performance of MOSFETs at 77 K.The SAR ADC is fabricated and verified by standard 0.35μm complementary metal oxide semiconductor(CMOS)process.At 77 K,measurement results show that signal to noise and distortion ratio(SNDR)is 54.74 dB and efective number of bits(ENOB)is 8.8 at the sampling rate of 500 kHz.The total circuit consumes 0.6 mW at 3.3 V power supply. 展开更多
关键词 CRYOGENIC device model parameter extraction COMPARATOR
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Modeling and simulation of nanoscale tri-gate MOSFETs including quantum effects
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作者 P.Vimala N.B.Balamurugan 《Journal of Semiconductors》 EI CAS CSCD 2014年第3期20-24,共5页
Quantum effects are predominant in tri-gate MOSFETs, so a model should be developed. For the first time, this paper presents the analytical model for quantization effects of thin film silicon tri-gate MOSFETs by using... Quantum effects are predominant in tri-gate MOSFETs, so a model should be developed. For the first time, this paper presents the analytical model for quantization effects of thin film silicon tri-gate MOSFETs by using variational approach. An analytical expression of the inversion charge distribution function(ICDF) or wave function for the tri-gate MOSFETs has been obtained. This obtained ICDF is used to calculate the important device parameters, such as the inversion charge centroid and inversion charge density. The results are validated against with the simulation data. 展开更多
关键词 device modeling energy quantization inversion charge density Poisson–Schrdinger equation trigate MOSFET
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Optimization of ohmic contact for InP-based transferred electronic devices
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作者 武德起 丁武昌 +3 位作者 杨姗姗 贾锐 金智 刘新宇 《Journal of Semiconductors》 EI CAS CSCD 2014年第3期158-162,共5页
The effect of the annealing time and annealing temperature on Ni/Ge/Au electrode contacts deposited on the n-type InP contact layer has been studied using a circular transmission line model. The minimum specific conta... The effect of the annealing time and annealing temperature on Ni/Ge/Au electrode contacts deposited on the n-type InP contact layer has been studied using a circular transmission line model. The minimum specific contact resistance of 3.210 7 cm2was achieved on the low-doped n-type InP contact layer with a 40 s anneal at 425 ℃. In order to improve the ohmic contact and reduce the difficulty in the fabrication of the high doped InP epi-layer, the doping concentration in the InP contact layer was chosen to be 51018cm 3in the fabrication of transferred electronic devices. Excellent differential negative resistance properties were obtained by an electron beam evaporating the Ni/Ge/Au/Ge/Ni/Au composite electrode on an InP epi-layer with a 60 s anneal at 380 ℃. 展开更多
关键词 circular transmission line model specific contact resistance InP transferred electronic devices differential negative resistance
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Estimation of the optical loss in bent-waveguide superluminescent diodes by an analytical method 被引量:2
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作者 安琪 金鹏 王占国 《Journal of Semiconductors》 EI CAS CSCD 2015年第6期72-75,共4页
The optical loss in the bent region is one of the key features for bent-waveguide superluminescent diodes that affects the device performance greatly under some conditions. For the purpose of device fabrication and op... The optical loss in the bent region is one of the key features for bent-waveguide superluminescent diodes that affects the device performance greatly under some conditions. For the purpose of device fabrication and optimization, it will be helpful if this bend loss can be estimated. In this letter, we have derived an analytical formula which can be used to get the bend-loss coefficient by fitting the P-I curves of the devices. It is proved that the formula is successful in estimating the loss coefficients from the P-I curves simulated from a complicated quantum-dot device model. We expect this method could also be valid in estimating bend losses of actual devices. 展开更多
关键词 quantum dots superluminescent diodes semiconductor device modeling
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Effects of defect states on the performance of perovskite solar cells 被引量:2
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作者 司凤娟 汤富领 +1 位作者 薛红涛 祁荣斐 《Journal of Semiconductors》 EI CAS CSCD 2016年第7期24-30,共7页
We built an ideal perovskite solar cell model and investigated the effects of defect states on the so- lar cell's performance. The verities of defect states with a different energy level in the band gap and those in ... We built an ideal perovskite solar cell model and investigated the effects of defect states on the so- lar cell's performance. The verities of defect states with a different energy level in the band gap and those in the absorption layer CH3NH3PbI3 (MAPbI3), the interface between the buffer layer/MAPbI3, and the interface be- tween the hole transport material (HTM) and MAPbI3, were studied. We have quantitatively analyzed these effects on perovskite solar cells' performance parameters. They are open-circuit voltage, short-circuit current, fill factor, and photoelectric conversion efficiency. We found that the performances of perovskite solar cells change worse with defect state density increasing, but when defect state density is lower than 1016 cm^-3, the effects are small. Defect states in the absorption layer have much larger effects than those in the adjacent interface layers. The per-ovskite solar cells have better performance as its working temperature is reduced. When the thickness of MAPbI3 is about 0.3μm, perovskite solar cells show better comprehensive performance, while the thickness 0.05μm for Spiro-OMeTAD is enough. 展开更多
关键词 device modeling defect states perovskite solar cells
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